Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "119"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 119 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 66 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 64 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 119, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.623055 4.552945 8.174074 16.660823 -0.995408 10.773863 0.986727 3.465970 0.6825 0.6538 0.3811 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.003395 2.804328 4.641573 24.588255 -0.961851 3.950631 0.165283 5.003390 0.7287 0.7101 0.3248 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.317233 3.845576 7.448199 18.983811 -0.599688 7.875490 0.946311 3.097172 0.6830 0.6533 0.3888 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.559176 1.611963 -1.703671 3.830066 -0.416648 5.332433 0.059569 1.579828 0.0720 0.0805 0.0155 nan nan
2459878 RF_maintenance 100.00% 51.31% 51.25% 0.00% - - 1.409900 4.214213 4.746774 27.429995 -1.150491 11.983332 1.064392 4.886192 0.3798 0.3724 0.1842 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.137240 5.161566 6.789588 16.983507 -2.075421 10.408247 -0.361394 1.254329 0.7045 0.6490 0.3885 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.813428 3.456833 4.466575 24.968629 -1.288342 7.659924 -0.012936 1.493374 0.7171 0.6866 0.3860 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.142909 6.060866 4.499664 11.390150 -0.451027 5.960669 0.012014 1.021015 0.7046 0.6467 0.3791 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.629085 3.695808 5.850116 12.597634 -0.793349 8.798506 0.682663 3.291973 0.7060 0.6502 0.3791 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.917468 3.697646 4.260165 21.512966 -0.813749 9.649091 0.518637 1.967077 0.6986 0.6376 0.3939 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.713369 3.808964 8.555706 20.019115 -0.829154 2.911111 0.023622 0.557922 0.7096 0.6429 0.3878 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.797807 6.385874 3.239671 18.089880 -0.490623 4.098381 0.945709 2.177821 0.7074 0.6523 0.3890 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.810958 4.067083 6.399231 14.413806 -0.489302 7.464507 -0.070667 0.582147 0.7109 0.6730 0.3828 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.788213 5.051819 9.114863 20.294041 -1.482480 13.615965 0.045233 1.999133 0.6930 0.6404 0.4027 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.089850 3.063761 7.450114 13.622817 -0.824011 8.304857 -0.237484 0.855247 0.7090 0.6589 0.3981 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.113098 3.239655 3.400842 16.173141 -0.434083 20.981444 1.289662 2.726377 0.7085 0.6585 0.3921 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.145194 2.319853 8.659055 7.418553 -0.882689 23.909379 1.287259 1.401434 0.7276 0.6912 0.3589 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.927704 3.060743 3.860770 3.452676 -0.805795 8.213050 2.186485 5.215372 0.7068 0.6653 0.4080 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.792625 1.191247 -1.747081 0.169037 -0.610143 17.828632 1.597425 4.517313 0.7022 0.6619 0.3983 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.473510 2.505815 7.738177 0.746020 -0.963827 2.195015 -0.002203 0.672614 0.6872 0.6821 0.4094 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.453458 2.008251 6.375415 4.981515 -0.495437 8.474951 -0.451224 0.848675 0.7198 0.6480 0.4144 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.902152 1.216474 -2.478760 2.589653 -0.383181 9.839694 -0.325890 0.766139 0.7260 0.6534 0.4079 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.276013 0.852500 -2.232032 2.259218 -0.296096 20.516570 -0.355353 2.898225 0.7343 0.6656 0.4198 2.727349 2.308539
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.259614 1.469797 -3.846851 -2.361910 4.165022 10.033291 -0.265582 4.185830 0.0323 0.0270 0.0009 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.253056 4.318088 4.399122 6.422413 -0.811160 26.326845 -0.862209 2.186192 0.7274 0.6708 0.4073 3.090610 2.293994
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.204699 3.700667 6.488531 6.245367 -0.895734 18.700435 -0.693620 0.870685 0.7109 0.6776 0.4360 3.211493 2.248915
2459854 RF_maintenance 100.00% 0.00% 4.48% 0.00% 100.00% 0.00% 2.332772 9.330917 4.499745 11.804601 -0.902980 13.031090 0.561092 2.565003 0.7265 0.5978 0.4847 2.689821 1.662151
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.854235 5.852601 8.266695 12.255947 -0.710682 10.377077 -0.803099 1.701217 0.7497 0.5896 0.4619 2.900100 1.920112
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.971010 5.836029 7.598109 5.622531 2.743091 25.428324 5.739028 4.268218 0.8284 0.8096 0.2511 4.324768 4.322086
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.255297 5.871438 5.949553 11.426859 -1.001597 23.035317 -0.256219 3.471315 0.7492 0.6917 0.3734 2.865771 1.945346
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.722674 6.289881 16.767217 21.579162 -0.979751 13.974939 -0.596804 2.622807 0.7492 0.6717 0.3845 3.971291 2.216534
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.860752 3.028428 12.029960 8.501448 -1.097015 20.312455 -0.568451 -0.022487 0.7284 0.7131 0.3855 3.663328 2.405415
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.822793 1.435124 11.258408 2.723743 -0.512191 12.993204 -0.086906 0.716942 0.7376 0.6687 0.4287 5.050141 4.302329
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.462220 1.075507 9.404547 1.332487 3.202215 19.738208 -0.854125 3.074125 0.8490 0.6600 0.4967 3.385852 2.560848
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 2.069342 0.755563 5.959774 -1.125059 0.557490 1.671065 0.271429 -0.495957 0.7508 0.7414 0.3807 4.279615 3.070601
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.853418 4.373873 3.947919 2.883461 1.271603 0.443870 -0.458776 -2.348965 0.0293 0.0249 0.0028 nan nan
2459839 RF_maintenance 100.00% - - - - - 1.149350 1.017562 21.014117 18.010993 4.487792 3.645370 12.300804 4.461821 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.590479 0.170618 7.091764 -0.942400 -0.642680 -0.571345 -0.365403 -0.399725 0.7658 0.7261 0.3973 4.938914 3.763150
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0384 0.0578 0.0016 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.346538 -0.871019 2.541907 0.172333 0.393339 -0.984978 -1.082650 -1.136712 0.0411 0.0602 0.0019 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.835227 -0.523838 5.663305 2.948834 3.726402 6.367987 0.005119 -1.157617 0.0472 0.0420 0.0004 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.066795 0.782338 6.897222 0.025826 1.012278 0.386303 -1.142903 -0.959381 0.8272 0.5607 0.5737 3.344244 2.937452
2459831 RF_maintenance 100.00% 77.42% 100.00% 0.00% - - 0.509091 0.291616 17.957202 15.324848 7.416762 7.407775 -0.584408 -2.281887 0.2854 0.1495 0.0229 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.755858 1.965837 9.838380 0.312186 6.841352 0.179952 -1.936070 -0.874448 0.8291 0.5778 0.5478 4.911170 4.423881
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.147641 1.225407 9.304529 0.283866 3.371766 -0.167985 -1.106543 0.229384 0.7740 0.6889 0.4027 10.120122 7.295037
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.092762 0.865388 6.146359 0.092877 5.326251 -1.027888 -2.434669 -0.383094 0.8263 0.5822 0.5363 4.097393 3.276905
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.322245 1.804561 11.907420 0.997137 2.428912 -0.592202 -1.034999 -1.019859 0.7745 0.6834 0.4117 9.325054 6.653085
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.097391 0.499183 7.401609 -0.326577 4.914929 -0.462258 -0.974022 -0.764423 0.8246 0.6077 0.5154 5.013047 3.802378
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.088656 1.385369 9.127893 0.539115 -0.699330 0.188493 -0.656738 -0.725154 0.7415 0.7435 0.3687 7.325472 6.188384
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.357035 0.937717 9.217208 0.484319 10.356860 0.401718 -0.106000 -0.892412 0.7820 0.6604 0.4610 42.684808 26.160059
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.594392 2.164349 9.726296 0.384326 5.834557 -0.142136 -1.953054 -1.505796 0.8193 0.6362 0.5127 3.369842 3.049794
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.077186 3.401391 8.907204 -0.594727 9.714843 1.670142 -1.169985 -0.523378 0.7828 0.6873 0.4192 4.696256 4.322923
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.281520 2.288741 7.988689 -0.001836 9.827544 -0.365295 -0.782730 -0.712996 0.8205 0.6677 0.5178 2.734313 2.709437
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.936926 2.681790 10.774875 0.356437 12.955743 0.747132 -1.660106 -0.809250 0.8599 0.6105 0.5874 4.349680 3.833602
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.940758 1.351282 9.038917 0.545751 12.811115 -0.471450 -1.991336 -0.869508 0.8280 0.6996 0.5108 3.823138 3.395657
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.611012 1.998078 6.899786 1.553698 16.389394 -0.636413 -0.836530 0.143387 0.7969 0.7120 0.4259 9.292210 5.873625

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 119: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 16.660823 4.552945 1.623055 16.660823 8.174074 10.773863 -0.995408 3.465970 0.986727

Antenna 119: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 24.588255 2.804328 1.003395 24.588255 4.641573 3.950631 -0.961851 5.003390 0.165283

Antenna 119: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 18.983811 3.845576 1.317233 18.983811 7.448199 7.875490 -0.599688 3.097172 0.946311

Antenna 119: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 5.332433 1.611963 0.559176 3.830066 -1.703671 5.332433 -0.416648 1.579828 0.059569

Antenna 119: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 27.429995 4.214213 1.409900 27.429995 4.746774 11.983332 -1.150491 4.886192 1.064392

Antenna 119: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 16.983507 1.137240 5.161566 6.789588 16.983507 -2.075421 10.408247 -0.361394 1.254329

Antenna 119: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 24.968629 0.813428 3.456833 4.466575 24.968629 -1.288342 7.659924 -0.012936 1.493374

Antenna 119: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 11.390150 2.142909 6.060866 4.499664 11.390150 -0.451027 5.960669 0.012014 1.021015

Antenna 119: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 12.597634 0.629085 3.695808 5.850116 12.597634 -0.793349 8.798506 0.682663 3.291973

Antenna 119: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 21.512966 3.697646 0.917468 21.512966 4.260165 9.649091 -0.813749 1.967077 0.518637

Antenna 119: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 20.019115 3.808964 0.713369 20.019115 8.555706 2.911111 -0.829154 0.557922 0.023622

Antenna 119: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 18.089880 1.797807 6.385874 3.239671 18.089880 -0.490623 4.098381 0.945709 2.177821

Antenna 119: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 14.413806 1.810958 4.067083 6.399231 14.413806 -0.489302 7.464507 -0.070667 0.582147

Antenna 119: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 20.294041 1.788213 5.051819 9.114863 20.294041 -1.482480 13.615965 0.045233 1.999133

Antenna 119: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 13.622817 1.089850 3.063761 7.450114 13.622817 -0.824011 8.304857 -0.237484 0.855247

Antenna 119: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 20.981444 3.239655 1.113098 16.173141 3.400842 20.981444 -0.434083 2.726377 1.289662

Antenna 119: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 23.909379 1.145194 2.319853 8.659055 7.418553 -0.882689 23.909379 1.287259 1.401434

Antenna 119: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 8.213050 3.060743 0.927704 3.452676 3.860770 8.213050 -0.805795 5.215372 2.186485

Antenna 119: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 17.828632 0.792625 1.191247 -1.747081 0.169037 -0.610143 17.828632 1.597425 4.517313

Antenna 119: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 7.738177 1.473510 2.505815 7.738177 0.746020 -0.963827 2.195015 -0.002203 0.672614

Antenna 119: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 119: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 8.474951 1.453458 2.008251 6.375415 4.981515 -0.495437 8.474951 -0.451224 0.848675

Antenna 119: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 9.839694 0.902152 1.216474 -2.478760 2.589653 -0.383181 9.839694 -0.325890 0.766139

Antenna 119: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 20.516570 0.852500 1.276013 2.259218 -2.232032 20.516570 -0.296096 2.898225 -0.355353

Antenna 119: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 10.033291 1.469797 1.259614 -2.361910 -3.846851 10.033291 4.165022 4.185830 -0.265582

Antenna 119: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 26.326845 2.253056 4.318088 4.399122 6.422413 -0.811160 26.326845 -0.862209 2.186192

Antenna 119: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 18.700435 3.700667 2.204699 6.245367 6.488531 18.700435 -0.895734 0.870685 -0.693620

Antenna 119: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 13.031090 9.330917 2.332772 11.804601 4.499745 13.031090 -0.902980 2.565003 0.561092

Antenna 119: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 12.255947 5.852601 1.854235 12.255947 8.266695 10.377077 -0.710682 1.701217 -0.803099

Antenna 119: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 25.428324 2.971010 5.836029 7.598109 5.622531 2.743091 25.428324 5.739028 4.268218

Antenna 119: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 23.035317 2.255297 5.871438 5.949553 11.426859 -1.001597 23.035317 -0.256219 3.471315

Antenna 119: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Power 21.579162 2.722674 6.289881 16.767217 21.579162 -0.979751 13.974939 -0.596804 2.622807

Antenna 119: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 20.312455 3.028428 2.860752 8.501448 12.029960 20.312455 -1.097015 -0.022487 -0.568451

Antenna 119: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 12.993204 1.435124 2.822793 2.723743 11.258408 12.993204 -0.512191 0.716942 -0.086906

Antenna 119: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 19.738208 4.462220 1.075507 9.404547 1.332487 3.202215 19.738208 -0.854125 3.074125

Antenna 119: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 119: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 119: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 5.959774 0.755563 2.069342 -1.125059 5.959774 1.671065 0.557490 -0.495957 0.271429

Antenna 119: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Shape 4.373873 3.853418 4.373873 3.947919 2.883461 1.271603 0.443870 -0.458776 -2.348965

Antenna 119: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 21.014117 1.017562 1.149350 18.010993 21.014117 3.645370 4.487792 4.461821 12.300804

Antenna 119: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 7.091764 0.170618 1.590479 -0.942400 7.091764 -0.571345 -0.642680 -0.399725 -0.365403

Antenna 119: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 2.541907 -0.871019 0.346538 0.172333 2.541907 -0.984978 0.393339 -1.136712 -1.082650

Antenna 119: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 6.367987 -0.523838 1.835227 2.948834 5.663305 6.367987 3.726402 -1.157617 0.005119

Antenna 119: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 6.897222 2.066795 0.782338 6.897222 0.025826 1.012278 0.386303 -1.142903 -0.959381

Antenna 119: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 17.957202 0.509091 0.291616 17.957202 15.324848 7.416762 7.407775 -0.584408 -2.281887

Antenna 119: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 9.838380 2.755858 1.965837 9.838380 0.312186 6.841352 0.179952 -1.936070 -0.874448

Antenna 119: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 9.304529 1.225407 3.147641 0.283866 9.304529 -0.167985 3.371766 0.229384 -1.106543

Antenna 119: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 6.146359 0.865388 2.092762 0.092877 6.146359 -1.027888 5.326251 -0.383094 -2.434669

Antenna 119: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 11.907420 2.322245 1.804561 11.907420 0.997137 2.428912 -0.592202 -1.034999 -1.019859

Antenna 119: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 119: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 7.401609 0.499183 3.097391 -0.326577 7.401609 -0.462258 4.914929 -0.764423 -0.974022

Antenna 119: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 9.127893 2.088656 1.385369 9.127893 0.539115 -0.699330 0.188493 -0.656738 -0.725154

Antenna 119: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 10.356860 0.937717 6.357035 0.484319 9.217208 0.401718 10.356860 -0.892412 -0.106000

Antenna 119: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 119: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 9.726296 2.164349 6.594392 0.384326 9.726296 -0.142136 5.834557 -1.505796 -1.953054

Antenna 119: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 9.714843 3.077186 3.401391 8.907204 -0.594727 9.714843 1.670142 -1.169985 -0.523378

Antenna 119: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 9.827544 6.281520 2.288741 7.988689 -0.001836 9.827544 -0.365295 -0.782730 -0.712996

Antenna 119: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 12.955743 2.681790 3.936926 0.356437 10.774875 0.747132 12.955743 -0.809250 -1.660106

Antenna 119: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 12.811115 1.351282 5.940758 0.545751 9.038917 -0.471450 12.811115 -0.869508 -1.991336

Antenna 119: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 119: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Temporal Variability 16.389394 1.998078 6.611012 1.553698 6.899786 -0.636413 16.389394 0.143387 -0.836530
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